{"id":"https://openalex.org/W2979902233","doi":"https://doi.org/10.1080/09540091.2019.1674247","title":"An improved water wave optimisation algorithm enhanced by CMA-ES and opposition-based learning","display_name":"An improved water wave optimisation algorithm enhanced by CMA-ES and opposition-based learning","publication_year":2019,"publication_date":"2019-10-10","ids":{"openalex":"https://openalex.org/W2979902233","doi":"https://doi.org/10.1080/09540091.2019.1674247","mag":"2979902233"},"language":"en","primary_location":{"id":"doi:10.1080/09540091.2019.1674247","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09540091.2019.1674247","pdf_url":null,"source":{"id":"https://openalex.org/S4210188800","display_name":"Connection Science","issn_l":"0954-0091","issn":["0954-0091","1360-0494"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Connection Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doaj.org/article/0b996853f9064ce19b65ff227c890d08","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005435119","display_name":"Fuqing Zhao","orcid":"https://orcid.org/0000-0002-7336-9699"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fuqing Zhao","raw_affiliation_strings":["School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People\u2019s Republic of China","School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0002-7336-9699","affiliations":[{"raw_affiliation_string":"School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People\u2019s Republic of China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People's Republic of China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100617385","display_name":"Lixin Zhang","orcid":"https://orcid.org/0000-0001-9761-0590"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lixin Zhang","raw_affiliation_strings":["School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People\u2019s Republic of China","School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People\u2019s Republic of China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People's Republic of China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100388188","display_name":"Yi Zhang","orcid":"https://orcid.org/0000-0002-5867-9322"},"institutions":[{"id":"https://openalex.org/I4210162994","display_name":"Xijing University","ror":"https://ror.org/05xsjkb63","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162994"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Zhang","raw_affiliation_strings":["School of Mechanical Engineering, Xijin University, Xi\u2019an, People\u2019s Republic of China","School of Mechanical Engineering, Xijin University, Xi'an, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Xijin University, Xi\u2019an, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210162994"]},{"raw_affiliation_string":"School of Mechanical Engineering, Xijin University, Xi'an, People's Republic of China","institution_ids":["https://openalex.org/I4210162994"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103257513","display_name":"Weimin Ma","orcid":"https://orcid.org/0000-0003-1334-0250"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weimin Ma","raw_affiliation_strings":["School of Economics and Management, Tongji University, Shanghai, People\u2019s Republic of China","School of Economics and Management, Tongji University, Shanghai, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Tongji University, Shanghai, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"School of Economics and Management, Tongji University, Shanghai, People's Republic of China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067712887","display_name":"Chuck Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chuck Zhang","raw_affiliation_strings":["H. Milton Stewart School of Industrial & Systems Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"H. Milton Stewart School of Industrial & Systems Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045507812","display_name":"Houbin Song","orcid":"https://orcid.org/0000-0002-3084-8526"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Houbin Song","raw_affiliation_strings":["School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People\u2019s Republic of China","School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People\u2019s Republic of China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou, People's Republic of China","institution_ids":["https://openalex.org/I22716506"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5005435119"],"corresponding_institution_ids":["https://openalex.org/I22716506"],"apc_list":{"value":1270,"currency":"USD","value_usd":1270},"apc_paid":null,"fwci":1.5894,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.88013701,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"32","issue":"2","first_page":"132","last_page":"161"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cma-es","display_name":"CMA-ES","score":0.7526339888572693},{"id":"https://openalex.org/keywords/crossover","display_name":"Crossover","score":0.7404117584228516},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6782141327857971},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6215269565582275},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5739393830299377},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4682888388633728},{"id":"https://openalex.org/keywords/evolution-strategy","display_name":"Evolution strategy","score":0.4350331425666809},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.4252972900867462},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4098217785358429},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.23460900783538818},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1787896454334259}],"concepts":[{"id":"https://openalex.org/C205555498","wikidata":"https://www.wikidata.org/wiki/Q505588","display_name":"CMA-ES","level":4,"score":0.7526339888572693},{"id":"https://openalex.org/C122507166","wikidata":"https://www.wikidata.org/wiki/Q628906","display_name":"Crossover","level":2,"score":0.7404117584228516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6782141327857971},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6215269565582275},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5739393830299377},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4682888388633728},{"id":"https://openalex.org/C207002847","wikidata":"https://www.wikidata.org/wiki/Q2912857","display_name":"Evolution strategy","level":3,"score":0.4350331425666809},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.4252972900867462},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4098217785358429},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.23460900783538818},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1787896454334259},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/09540091.2019.1674247","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09540091.2019.1674247","pdf_url":null,"source":{"id":"https://openalex.org/S4210188800","display_name":"Connection Science","issn_l":"0954-0091","issn":["0954-0091","1360-0494"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Connection Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0b996853f9064ce19b65ff227c890d08","is_oa":true,"landing_page_url":"https://doaj.org/article/0b996853f9064ce19b65ff227c890d08","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Connection Science, Vol 32, Iss 2, Pp 132-161 (2020)","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:doaj.org/article:0b996853f9064ce19b65ff227c890d08","is_oa":true,"landing_page_url":"https://doaj.org/article/0b996853f9064ce19b65ff227c890d08","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Connection Science, Vol 32, Iss 2, Pp 132-161 (2020)","raw_type":"article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W102487131","https://openalex.org/W414834736","https://openalex.org/W1530715683","https://openalex.org/W1568419485","https://openalex.org/W1595159159","https://openalex.org/W1699954493","https://openalex.org/W1742767965","https://openalex.org/W1928132660","https://openalex.org/W1987012246","https://openalex.org/W1993885071","https://openalex.org/W2003938582","https://openalex.org/W2072955302","https://openalex.org/W2091564852","https://openalex.org/W2131077880","https://openalex.org/W2138537392","https://openalex.org/W2151554678","https://openalex.org/W2152631195","https://openalex.org/W2156773695","https://openalex.org/W2168081761","https://openalex.org/W2289098259","https://openalex.org/W2310612427","https://openalex.org/W2322517659","https://openalex.org/W2375282699","https://openalex.org/W2401276602","https://openalex.org/W2405674179","https://openalex.org/W2558767184","https://openalex.org/W2588659412","https://openalex.org/W2594891240","https://openalex.org/W2726592172","https://openalex.org/W2741461663","https://openalex.org/W2742323821","https://openalex.org/W2754679757","https://openalex.org/W2760225670","https://openalex.org/W2774408184","https://openalex.org/W2774869494","https://openalex.org/W2790142786","https://openalex.org/W2792554292","https://openalex.org/W2796139399","https://openalex.org/W2798429953","https://openalex.org/W2806776560","https://openalex.org/W2808457145","https://openalex.org/W2811473588","https://openalex.org/W2882286479","https://openalex.org/W2883646815","https://openalex.org/W2886681151","https://openalex.org/W2895971447","https://openalex.org/W2902590547","https://openalex.org/W2903220163","https://openalex.org/W2904748278","https://openalex.org/W3098764937","https://openalex.org/W4285719527","https://openalex.org/W4301949137"],"related_works":["https://openalex.org/W2371108399","https://openalex.org/W2525152177","https://openalex.org/W2979917306","https://openalex.org/W1579744901","https://openalex.org/W1492325323","https://openalex.org/W2369738212","https://openalex.org/W2152922390","https://openalex.org/W2383252209","https://openalex.org/W2381787154","https://openalex.org/W2163027130"],"abstract_inverted_index":{"Water":[0],"Wave":[1],"Optimisation":[2],"algorithm":[3],"(WWO)":[4],"is":[5,31,40,55,79,97],"a":[6,51,105],"new":[7,52],"swarm-based":[8],"metaheuristic":[9],"inspired":[10],"by":[11,81,103],"shallow":[12],"wave":[13],"models":[14],"for":[15],"global":[16,65],"optimisation.":[17],"In":[18],"this":[19],"paper,":[20],"an":[21],"enhanced":[22],"WWO,":[23],"which":[24],"combines":[25],"with":[26,47],"multiple":[27],"assistant":[28],"strategies":[29],"(EWWO),":[30],"proposed.":[32],"First,":[33],"the":[34,44,64,68,72,82,88,92,95,100,118,121,126,129],"random":[35],"opposition-based":[36],"learning":[37],"(ROBL)":[38],"mechanism":[39],"introduced":[41],"to":[42,62,85],"generate":[43],"initial":[45],"population":[46,96],"high":[48],"quality.":[49],"Second,":[50],"modified":[53],"operation":[54,61,84],"designed":[56],"and":[57,67,128],"embedded":[58],"into":[59],"propagation":[60],"balance":[63],"exploration":[66],"local":[69,89],"exploitation.":[70,90],"Third,":[71],"covariance":[73],"matrix":[74],"self-adaptation":[75],"evolution":[76,101],"strategy":[77],"(CMA-ES)":[78],"employed":[80],"refraction":[83],"further":[86],"strengthen":[87],"Furthermore,":[91],"diversity":[93],"of":[94,125],"maintained":[98],"in":[99],"process":[102],"using":[104],"crossover":[106],"operator.":[107],"The":[108],"experiment":[109],"results":[110],"based":[111],"on":[112],"CEC":[113],"2017":[114],"benchmarks":[115],"indicate":[116],"that":[117],"EWWO":[119],"outperforms":[120],"state-of-the-art":[122],"variant":[123],"algorithms":[124],"WWO":[127],"standard":[130],"WWO.":[131]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
